{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to Process Mining"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data\n",
    "import pandas as pd\n",
    "from pm4py.objects.conversion.log import converter as log_converter\n",
    "from pm4py.objects.log.importer.xes import importer as xes_importer\n",
    "\n",
    "# process mining \n",
    "from pm4py.algo.discovery.alpha import algorithm as alpha_miner\n",
    "from pm4py.algo.discovery.inductive import algorithm as inductive_miner\n",
    "from pm4py.algo.discovery.heuristics import algorithm as heuristics_miner\n",
    "from pm4py.algo.discovery.dfg import algorithm as dfg_discovery\n",
    "\n",
    "# viz\n",
    "from pm4py.visualization.petrinet import visualizer as pn_visualizer\n",
    "from pm4py.visualization.process_tree import visualizer as pt_visualizer\n",
    "from pm4py.visualization.heuristics_net import visualizer as hn_visualizer\n",
    "from pm4py.visualization.dfg import visualizer as dfg_visualization\n",
    "\n",
    "# misc \n",
    "from pm4py.objects.conversion.process_tree import converter as pt_converter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### XES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cceb233ae51a47bda89118206131b233",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='parsing log, completed traces :: ', max=6.0, style=Progre…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "log = xes_importer.apply('running-example.xes')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('running-example.csv')\n",
    "log = log_converter.apply(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Activity</th>\n",
       "      <th>Costs</th>\n",
       "      <th>Resource</th>\n",
       "      <th>case:concept:name</th>\n",
       "      <th>case:creator</th>\n",
       "      <th>concept:name</th>\n",
       "      <th>org:resource</th>\n",
       "      <th>time:timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>register request</td>\n",
       "      <td>50</td>\n",
       "      <td>Pete</td>\n",
       "      <td>1</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>register request</td>\n",
       "      <td>Pete</td>\n",
       "      <td>2010-12-30 11:02:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>examine thoroughly</td>\n",
       "      <td>400</td>\n",
       "      <td>Sue</td>\n",
       "      <td>1</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine thoroughly</td>\n",
       "      <td>Sue</td>\n",
       "      <td>2010-12-31 10:06:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Mike</td>\n",
       "      <td>1</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2011-01-05 15:12:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>1</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-06 11:18:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>reject request</td>\n",
       "      <td>200</td>\n",
       "      <td>Pete</td>\n",
       "      <td>1</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>reject request</td>\n",
       "      <td>Pete</td>\n",
       "      <td>2011-01-07 14:24:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>register request</td>\n",
       "      <td>50</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>register request</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2010-12-30 11:32:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2010-12-30 12:12:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>examine casually</td>\n",
       "      <td>400</td>\n",
       "      <td>Sean</td>\n",
       "      <td>2</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine casually</td>\n",
       "      <td>Sean</td>\n",
       "      <td>2010-12-30 14:16:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-05 11:22:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>pay compensation</td>\n",
       "      <td>200</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>2</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>pay compensation</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>2011-01-08 12:05:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>register request</td>\n",
       "      <td>50</td>\n",
       "      <td>Pete</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>register request</td>\n",
       "      <td>Pete</td>\n",
       "      <td>2010-12-30 14:32:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>examine casually</td>\n",
       "      <td>400</td>\n",
       "      <td>Mike</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine casually</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2010-12-30 15:06:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>2010-12-30 16:34:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-06 09:18:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>reinitiate request</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>reinitiate request</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-06 12:18:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>examine thoroughly</td>\n",
       "      <td>400</td>\n",
       "      <td>Sean</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine thoroughly</td>\n",
       "      <td>Sean</td>\n",
       "      <td>2011-01-06 13:06:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Pete</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Pete</td>\n",
       "      <td>2011-01-08 11:43:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-09 09:55:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>pay compensation</td>\n",
       "      <td>200</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>3</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>pay compensation</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>2011-01-15 10:45:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>register request</td>\n",
       "      <td>50</td>\n",
       "      <td>Pete</td>\n",
       "      <td>4</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>register request</td>\n",
       "      <td>Pete</td>\n",
       "      <td>2011-01-06 15:02:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Mike</td>\n",
       "      <td>4</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2011-01-07 12:06:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>examine thoroughly</td>\n",
       "      <td>400</td>\n",
       "      <td>Sean</td>\n",
       "      <td>4</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine thoroughly</td>\n",
       "      <td>Sean</td>\n",
       "      <td>2011-01-08 14:43:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>4</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-09 12:02:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>reject request</td>\n",
       "      <td>200</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>4</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>reject request</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>2011-01-12 15:44:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>register request</td>\n",
       "      <td>50</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>register request</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>2011-01-06 09:02:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>examine casually</td>\n",
       "      <td>400</td>\n",
       "      <td>Mike</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine casually</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2011-01-07 10:16:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Pete</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Pete</td>\n",
       "      <td>2011-01-08 11:22:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-10 13:28:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>reinitiate request</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>reinitiate request</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-11 16:18:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>2011-01-14 14:33:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>examine casually</td>\n",
       "      <td>400</td>\n",
       "      <td>Mike</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine casually</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2011-01-16 15:50:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-19 11:18:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>reinitiate request</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>reinitiate request</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-20 12:48:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>examine casually</td>\n",
       "      <td>400</td>\n",
       "      <td>Sue</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine casually</td>\n",
       "      <td>Sue</td>\n",
       "      <td>2011-01-21 09:06:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Pete</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Pete</td>\n",
       "      <td>2011-01-21 11:34:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-23 13:12:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>reject request</td>\n",
       "      <td>200</td>\n",
       "      <td>Mike</td>\n",
       "      <td>5</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>reject request</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2011-01-24 14:56:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>register request</td>\n",
       "      <td>50</td>\n",
       "      <td>Mike</td>\n",
       "      <td>6</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>register request</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2011-01-06 15:02:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>examine casually</td>\n",
       "      <td>400</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>6</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>examine casually</td>\n",
       "      <td>Ellen</td>\n",
       "      <td>2011-01-06 16:06:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>check ticket</td>\n",
       "      <td>100</td>\n",
       "      <td>Mike</td>\n",
       "      <td>6</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>check ticket</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2011-01-07 16:22:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>decide</td>\n",
       "      <td>200</td>\n",
       "      <td>Sara</td>\n",
       "      <td>6</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>decide</td>\n",
       "      <td>Sara</td>\n",
       "      <td>2011-01-07 16:52:00+01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>pay compensation</td>\n",
       "      <td>200</td>\n",
       "      <td>Mike</td>\n",
       "      <td>6</td>\n",
       "      <td>Fluxicon Nitro</td>\n",
       "      <td>pay compensation</td>\n",
       "      <td>Mike</td>\n",
       "      <td>2011-01-16 11:47:00+01:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Activity  Costs Resource  case:concept:name    case:creator  \\\n",
       "0     register request     50     Pete                  1  Fluxicon Nitro   \n",
       "1   examine thoroughly    400      Sue                  1  Fluxicon Nitro   \n",
       "2         check ticket    100     Mike                  1  Fluxicon Nitro   \n",
       "3               decide    200     Sara                  1  Fluxicon Nitro   \n",
       "4       reject request    200     Pete                  1  Fluxicon Nitro   \n",
       "5     register request     50     Mike                  2  Fluxicon Nitro   \n",
       "6         check ticket    100     Mike                  2  Fluxicon Nitro   \n",
       "7     examine casually    400     Sean                  2  Fluxicon Nitro   \n",
       "8               decide    200     Sara                  2  Fluxicon Nitro   \n",
       "9     pay compensation    200    Ellen                  2  Fluxicon Nitro   \n",
       "10    register request     50     Pete                  3  Fluxicon Nitro   \n",
       "11    examine casually    400     Mike                  3  Fluxicon Nitro   \n",
       "12        check ticket    100    Ellen                  3  Fluxicon Nitro   \n",
       "13              decide    200     Sara                  3  Fluxicon Nitro   \n",
       "14  reinitiate request    200     Sara                  3  Fluxicon Nitro   \n",
       "15  examine thoroughly    400     Sean                  3  Fluxicon Nitro   \n",
       "16        check ticket    100     Pete                  3  Fluxicon Nitro   \n",
       "17              decide    200     Sara                  3  Fluxicon Nitro   \n",
       "18    pay compensation    200    Ellen                  3  Fluxicon Nitro   \n",
       "19    register request     50     Pete                  4  Fluxicon Nitro   \n",
       "20        check ticket    100     Mike                  4  Fluxicon Nitro   \n",
       "21  examine thoroughly    400     Sean                  4  Fluxicon Nitro   \n",
       "22              decide    200     Sara                  4  Fluxicon Nitro   \n",
       "23      reject request    200    Ellen                  4  Fluxicon Nitro   \n",
       "24    register request     50    Ellen                  5  Fluxicon Nitro   \n",
       "25    examine casually    400     Mike                  5  Fluxicon Nitro   \n",
       "26        check ticket    100     Pete                  5  Fluxicon Nitro   \n",
       "27              decide    200     Sara                  5  Fluxicon Nitro   \n",
       "28  reinitiate request    200     Sara                  5  Fluxicon Nitro   \n",
       "29        check ticket    100    Ellen                  5  Fluxicon Nitro   \n",
       "30    examine casually    400     Mike                  5  Fluxicon Nitro   \n",
       "31              decide    200     Sara                  5  Fluxicon Nitro   \n",
       "32  reinitiate request    200     Sara                  5  Fluxicon Nitro   \n",
       "33    examine casually    400      Sue                  5  Fluxicon Nitro   \n",
       "34        check ticket    100     Pete                  5  Fluxicon Nitro   \n",
       "35              decide    200     Sara                  5  Fluxicon Nitro   \n",
       "36      reject request    200     Mike                  5  Fluxicon Nitro   \n",
       "37    register request     50     Mike                  6  Fluxicon Nitro   \n",
       "38    examine casually    400    Ellen                  6  Fluxicon Nitro   \n",
       "39        check ticket    100     Mike                  6  Fluxicon Nitro   \n",
       "40              decide    200     Sara                  6  Fluxicon Nitro   \n",
       "41    pay compensation    200     Mike                  6  Fluxicon Nitro   \n",
       "\n",
       "          concept:name org:resource             time:timestamp  \n",
       "0     register request         Pete  2010-12-30 11:02:00+01:00  \n",
       "1   examine thoroughly          Sue  2010-12-31 10:06:00+01:00  \n",
       "2         check ticket         Mike  2011-01-05 15:12:00+01:00  \n",
       "3               decide         Sara  2011-01-06 11:18:00+01:00  \n",
       "4       reject request         Pete  2011-01-07 14:24:00+01:00  \n",
       "5     register request         Mike  2010-12-30 11:32:00+01:00  \n",
       "6         check ticket         Mike  2010-12-30 12:12:00+01:00  \n",
       "7     examine casually         Sean  2010-12-30 14:16:00+01:00  \n",
       "8               decide         Sara  2011-01-05 11:22:00+01:00  \n",
       "9     pay compensation        Ellen  2011-01-08 12:05:00+01:00  \n",
       "10    register request         Pete  2010-12-30 14:32:00+01:00  \n",
       "11    examine casually         Mike  2010-12-30 15:06:00+01:00  \n",
       "12        check ticket        Ellen  2010-12-30 16:34:00+01:00  \n",
       "13              decide         Sara  2011-01-06 09:18:00+01:00  \n",
       "14  reinitiate request         Sara  2011-01-06 12:18:00+01:00  \n",
       "15  examine thoroughly         Sean  2011-01-06 13:06:00+01:00  \n",
       "16        check ticket         Pete  2011-01-08 11:43:00+01:00  \n",
       "17              decide         Sara  2011-01-09 09:55:00+01:00  \n",
       "18    pay compensation        Ellen  2011-01-15 10:45:00+01:00  \n",
       "19    register request         Pete  2011-01-06 15:02:00+01:00  \n",
       "20        check ticket         Mike  2011-01-07 12:06:00+01:00  \n",
       "21  examine thoroughly         Sean  2011-01-08 14:43:00+01:00  \n",
       "22              decide         Sara  2011-01-09 12:02:00+01:00  \n",
       "23      reject request        Ellen  2011-01-12 15:44:00+01:00  \n",
       "24    register request        Ellen  2011-01-06 09:02:00+01:00  \n",
       "25    examine casually         Mike  2011-01-07 10:16:00+01:00  \n",
       "26        check ticket         Pete  2011-01-08 11:22:00+01:00  \n",
       "27              decide         Sara  2011-01-10 13:28:00+01:00  \n",
       "28  reinitiate request         Sara  2011-01-11 16:18:00+01:00  \n",
       "29        check ticket        Ellen  2011-01-14 14:33:00+01:00  \n",
       "30    examine casually         Mike  2011-01-16 15:50:00+01:00  \n",
       "31              decide         Sara  2011-01-19 11:18:00+01:00  \n",
       "32  reinitiate request         Sara  2011-01-20 12:48:00+01:00  \n",
       "33    examine casually          Sue  2011-01-21 09:06:00+01:00  \n",
       "34        check ticket         Pete  2011-01-21 11:34:00+01:00  \n",
       "35              decide         Sara  2011-01-23 13:12:00+01:00  \n",
       "36      reject request         Mike  2011-01-24 14:56:00+01:00  \n",
       "37    register request         Mike  2011-01-06 15:02:00+01:00  \n",
       "38    examine casually        Ellen  2011-01-06 16:06:00+01:00  \n",
       "39        check ticket         Mike  2011-01-07 16:22:00+01:00  \n",
       "40              decide         Sara  2011-01-07 16:52:00+01:00  \n",
       "41    pay compensation         Mike  2011-01-16 11:47:00+01:00  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(['case:concept:name', 'time:timestamp']).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Process Mining"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alpha Miner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# alpha miner\n",
    "net, initial_marking, final_marking = alpha_miner.apply(log)\n",
    "\n",
    "# viz\n",
    "gviz = pn_visualizer.apply(net, initial_marking, final_marking)\n",
    "pn_visualizer.view(gviz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# add information about frequency to the viz \n",
    "parameters = {pn_visualizer.Variants.FREQUENCY.value.Parameters.FORMAT: \"png\"}\n",
    "gviz = pn_visualizer.apply(net, initial_marking, final_marking, \n",
    "                           parameters=parameters, \n",
    "                           variant=pn_visualizer.Variants.FREQUENCY, \n",
    "                           log=log)\n",
    "\n",
    "# save the Petri net\n",
    "pn_visualizer.save(gviz, \"alpha_miner_petri_net.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Directly-Follows Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# creatig the graph from log\n",
    "dfg = dfg_discovery.apply(log)\n",
    "\n",
    "# viz\n",
    "gviz = dfg_visualization.apply(dfg, log=log, variant=dfg_visualization.Variants.FREQUENCY)\n",
    "dfg_visualization.view(gviz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# creatig the graph from log\n",
    "dfg = dfg_discovery.apply(log, variant=dfg_discovery.Variants.PERFORMANCE)\n",
    "\n",
    "# viz\n",
    "gviz = dfg_visualization.apply(dfg, log=log, variant=dfg_visualization.Variants.PERFORMANCE)\n",
    "dfg_visualization.view(gviz)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heuristic Miner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: # is not a known color.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# heuristics miner\n",
    "heu_net = heuristics_miner.apply_heu(log)\n",
    "\n",
    "# viz\n",
    "gviz = hn_visualizer.apply(heu_net)\n",
    "hn_visualizer.view(gviz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# heuristics miner\n",
    "net, im, fm = heuristics_miner.apply(log)\n",
    "\n",
    "# viz\n",
    "gviz = pn_visualizer.apply(net, im, fm)\n",
    "pn_visualizer.view(gviz)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inductive Miner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create the process tree\n",
    "tree = inductive_miner.apply_tree(log)\n",
    "\n",
    "# viz\n",
    "gviz = pt_visualizer.apply(tree)\n",
    "pt_visualizer.view(gviz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# convert the process tree to a petri net\n",
    "net, initial_marking, final_marking = pt_converter.apply(tree)\n",
    "\n",
    "# alternatively, use the inductive_miner to create a petri net from scratch\n",
    "# net, initial_marking, final_marking = inductive_miner.apply(log)\n",
    "\n",
    "# viz\n",
    "parameters = {pn_visualizer.Variants.FREQUENCY.value.Parameters.FORMAT: \"png\"}\n",
    "gviz = pn_visualizer.apply(net, initial_marking, final_marking, \n",
    "                           parameters=parameters, \n",
    "                           variant=pn_visualizer.Variants.FREQUENCY, \n",
    "                           log=log)\n",
    "pn_visualizer.view(gviz)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
